Evaluation of CLM4 Solar Radiation Partitioning Scheme Using Remote Sensing and Site Level FPAR Datasets
Abstract
This paper examines a land surface solar radiation partitioning scheme, i.e., that of the Community Land Model version 4 (CLM4) with coupled carbon and nitrogen cycles. Taking advantage of a unique 30-year fraction of absorbed photosynthetically active radiation (FPAR) dataset derived from the Global Inventory Modeling and Mapping Studies (GIMMS) normalized difference vegetation index (NDVI) data set, multiple other remote sensing datasets, and site level observations, we evaluated the CLM4 FPAR ’s seasonal cycle, diurnal cycle, long-term trends and spatial patterns. These findings show that the model generally agrees with observations in the seasonal cycle, long-term trends, and spatial patterns, but does not reproduce the diurnal cycle. Discrepancies also exist in seasonality magnitudes, peak value months, and spatial heterogeneity. Here, we identify the discrepancy in the diurnal cycle as, due to, the absence of dependence on sun angle in the model. Implementation of sun angle dependence in a one-dimensional (1-D) model is proposed. The need for better relating of vegetation to climate in the model, indicated by long-term trends, is also noted. Evaluation of the CLM4 land surface solar radiation partitioning scheme using remote sensing and site level FPAR datasets provides targets for future development in its representation of thismore »
- Authors:
-
- Univ. of Texas, Austin, TX (United States). Dept. of Geological Sciences
- Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Climate Change Science Inst.
- Boston Univ., MA (United States). Dept. of Earth and Environment
- Publication Date:
- Research Org.:
- Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Biological and Environmental Research (BER)
- OSTI Identifier:
- 1376647
- Grant/Contract Number:
- AC05-00OR22725; FG02-01ER63198
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Remote Sensing
- Additional Journal Information:
- Journal Volume: 5; Journal Issue: 6; Journal ID: ISSN 2072-4292
- Publisher:
- MDPI
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 58 GEOSCIENCES; land surface; solar radiation partitioning; climate modeling; evaluation
Citation Formats
Wang, Kai, Mao, Jiafu, Dickinson, Robert, Shi, Xiaoying, Post, Wilfred, Zhu, Zaichun, and Myneni, Ranga. Evaluation of CLM4 Solar Radiation Partitioning Scheme Using Remote Sensing and Site Level FPAR Datasets. United States: N. p., 2013.
Web. doi:10.3390/rs5062857.
Wang, Kai, Mao, Jiafu, Dickinson, Robert, Shi, Xiaoying, Post, Wilfred, Zhu, Zaichun, & Myneni, Ranga. Evaluation of CLM4 Solar Radiation Partitioning Scheme Using Remote Sensing and Site Level FPAR Datasets. United States. https://doi.org/10.3390/rs5062857
Wang, Kai, Mao, Jiafu, Dickinson, Robert, Shi, Xiaoying, Post, Wilfred, Zhu, Zaichun, and Myneni, Ranga. Wed .
"Evaluation of CLM4 Solar Radiation Partitioning Scheme Using Remote Sensing and Site Level FPAR Datasets". United States. https://doi.org/10.3390/rs5062857. https://www.osti.gov/servlets/purl/1376647.
@article{osti_1376647,
title = {Evaluation of CLM4 Solar Radiation Partitioning Scheme Using Remote Sensing and Site Level FPAR Datasets},
author = {Wang, Kai and Mao, Jiafu and Dickinson, Robert and Shi, Xiaoying and Post, Wilfred and Zhu, Zaichun and Myneni, Ranga},
abstractNote = {This paper examines a land surface solar radiation partitioning scheme, i.e., that of the Community Land Model version 4 (CLM4) with coupled carbon and nitrogen cycles. Taking advantage of a unique 30-year fraction of absorbed photosynthetically active radiation (FPAR) dataset derived from the Global Inventory Modeling and Mapping Studies (GIMMS) normalized difference vegetation index (NDVI) data set, multiple other remote sensing datasets, and site level observations, we evaluated the CLM4 FPAR ’s seasonal cycle, diurnal cycle, long-term trends and spatial patterns. These findings show that the model generally agrees with observations in the seasonal cycle, long-term trends, and spatial patterns, but does not reproduce the diurnal cycle. Discrepancies also exist in seasonality magnitudes, peak value months, and spatial heterogeneity. Here, we identify the discrepancy in the diurnal cycle as, due to, the absence of dependence on sun angle in the model. Implementation of sun angle dependence in a one-dimensional (1-D) model is proposed. The need for better relating of vegetation to climate in the model, indicated by long-term trends, is also noted. Evaluation of the CLM4 land surface solar radiation partitioning scheme using remote sensing and site level FPAR datasets provides targets for future development in its representation of this naturally complicated process.},
doi = {10.3390/rs5062857},
journal = {Remote Sensing},
number = 6,
volume = 5,
place = {United States},
year = {Wed Jun 05 00:00:00 EDT 2013},
month = {Wed Jun 05 00:00:00 EDT 2013}
}
Web of Science
Works referenced in this record:
Remote Sensing Evaluation of CLM4 GPP for the Period 2000–09
journal, August 2012
- Mao, Jiafu; Thornton, Peter E.; Shi, Xiaoying
- Journal of Climate, Vol. 25, Issue 15
The evidence for shrub expansion in Northern Alaska and the Pan-Arctic
journal, April 2006
- Tape, Ken; Sturm, Matthew; Racine, Charles
- Global Change Biology, Vol. 12, Issue 4
The IGBP-DIS global 1km land cover data set, DISCover: First results
journal, October 1997
- Loveland, T. R.; Belward, A. S.
- International Journal of Remote Sensing, Vol. 18, Issue 15
LAI and fAPAR CYCLOPES global products derived from VEGETATION. Part 2: validation and comparison with MODIS collection 4 products
journal, October 2007
- Weiss, Marie; Baret, Frédéric; Garrigues, Sébastien
- Remote Sensing of Environment, Vol. 110, Issue 3
Landscapes as patches of plant functional types: An integrating concept for climate and ecosystem models: PLANT FUNCTIONAL TYPES AND CLIMATE MODELS
journal, May 2002
- Bonan, Gordon B.; Levis, Samuel; Kergoat, Laurent
- Global Biogeochemical Cycles, Vol. 16, Issue 2
Global Latitudinal-Asymmetric Vegetation Growth Trends and Their Driving Mechanisms: 1982–2009
journal, March 2013
- Mao, Jiafu; Shi, Xiaoying; Thornton, Peter
- Remote Sensing, Vol. 5, Issue 3
Impact on ECMWF forecasts of changes to the albedo of the boreal forests in the presence of snow
journal, November 1999
- Viterbo, Pedro; Betts, Alan K.
- Journal of Geophysical Research: Atmospheres, Vol. 104, Issue D22
Synergistic algorithm for estimating vegetation canopy leaf area index and fraction of absorbed photosynthetically active radiation from MODIS and MISR data
journal, December 1998
- Knyazikhin, Y.; Martonchik, J. V.; Myneni, R. B.
- Journal of Geophysical Research: Atmospheres, Vol. 103, Issue D24
Improvements to the Community Land Model and their impact on the hydrological cycle: COMMUNITY LAND MODEL HYDROLOGY
journal, March 2008
- Oleson, K. W.; Niu, G. -Y.; Yang, Z. -L.
- Journal of Geophysical Research: Biogeosciences, Vol. 113, Issue G1
Modeling bidirectional reflectance of forests and woodlands using boolean models and geometric optics
journal, December 1990
- Strahler, Alan H.; Jupp, David L. B.
- Remote Sensing of Environment, Vol. 34, Issue 3
Validation of MODIS F/sub PAR/ products in boreal forests of Alaska
journal, July 2006
- Steinberg, D. C.; Goetz, S. J.; Hyer, E. J.
- IEEE Transactions on Geoscience and Remote Sensing, Vol. 44, Issue 7
The land surface-atmosphere interaction: A review based on observational and global modeling perspectives
journal, March 1996
- Betts, Alan K.; Ball, John H.; Beljaars, Anton C. M.
- Journal of Geophysical Research: Atmospheres, Vol. 101, Issue D3
Reprocessing the MODIS Leaf Area Index products for land surface and climate modelling
journal, May 2011
- Yuan, Hua; Dai, Yongjiu; Xiao, Zhiqiang
- Remote Sensing of Environment, Vol. 115, Issue 5
Recent changes in phenology over the northern high latitudes detected from multi-satellite data
journal, January 2011
- Zeng, Heqing; Jia, Gensuo; Epstein, Howard
- Environmental Research Letters, Vol. 6, Issue 4
Improvements of the MODIS terrestrial gross and net primary production global data set
journal, March 2005
- Zhao, Maosheng; Heinsch, Faith Ann; Nemani, Ramakrishna R.
- Remote Sensing of Environment, Vol. 95, Issue 2
Amazon rainforests green-up with sunlight in dry season
journal, January 2006
- Huete, Alfredo R.; Didan, Kamel; Shimabukuro, Yosio E.
- Geophysical Research Letters, Vol. 33, Issue 6
A hybrid dual-source model for potential evaporation and transpiration partitioning
journal, October 2009
- Guan, Huade; Wilson, John L.
- Journal of Hydrology, Vol. 377, Issue 3-4
Evaluation of the MERIS/ENVISAT FAPAR product
journal, January 2007
- Gobron, Nadine; Pinty, Bernard; Mélin, Frédéric
- Advances in Space Research, Vol. 39, Issue 1
Characterization of seasonal variation of forest canopy in a temperate deciduous broadleaf forest, using daily MODIS data
journal, December 2006
- Zhang, Qingyuan; Xiao, Xiangming; Braswell, Bobby
- Remote Sensing of Environment, Vol. 105, Issue 3
Global products of vegetation leaf area and fraction absorbed PAR from year one of MODIS data
journal, November 2002
- Myneni, R. B.; Hoffman, S.; Knyazikhin, Y.
- Remote Sensing of Environment, Vol. 83, Issue 1-2
Using EO-1 Hyperion to Simulate HyspIRI Products for a Coniferous Forest: The Fraction of PAR Absorbed by Chlorophyll $(\hbox{fAPAR}_{\rm chl})$ and Leaf Water Content (LWC)
journal, May 2012
- Zhang, Qingyuan; Middleton, Elizabeth M.; Gao, Bo-Cai
- IEEE Transactions on Geoscience and Remote Sensing, Vol. 50, Issue 5
Remote estimation of gross primary production in maize and support for a new paradigm based on total crop chlorophyll content
journal, April 2011
- Peng, Yi; Gitelson, Anatoly A.; Keydan, Galina
- Remote Sensing of Environment, Vol. 115, Issue 4
Net Primary Production and Canopy Nitrogen in a Temperate Forest Landscape: An Analysis Using Imaging Spectroscopy, Modeling and Field Data
journal, October 2005
- Ollinger, Scott V.; Smith, Marie-Louise
- Ecosystems, Vol. 8, Issue 7
An Improved Canopy Integration Scheme for a Land Surface Model with Prognostic Canopy Structure
journal, August 2007
- Thornton, Peter E.; Zimmermann, Niklaus E.
- Journal of Climate, Vol. 20, Issue 15
Effects of vegetation canopy processes on snow surface energy and mass balances: CANOPY EFFECTS ON SNOW PROCESSES
journal, December 2004
- Niu, Guo-Yue; Yang, Zong-Liang
- Journal of Geophysical Research: Atmospheres, Vol. 109, Issue D23
On measuring and modeling energy fluxes above the floor of a homogeneous and heterogeneous conifer forest
journal, May 2000
- Baldocchi, Dennis D.; Law, Beverly E.; Anthoni, Peter M.
- Agricultural and Forest Meteorology, Vol. 102, Issue 2-3
Energy partitioning and its biophysical controls above a grazing steppe in central Mongolia
journal, March 2006
- Li, Sheng-Gong; Eugster, Werner; Asanuma, Jun
- Agricultural and Forest Meteorology, Vol. 137, Issue 1-2
Determination of the multi-scattered solar radiation from a leaf canopy for use in climate models
journal, March 2008
- Dickinson, Robert E.
- Journal of Computational Physics, Vol. 227, Issue 7
Uncertainty estimates for the FAPAR operational products derived from MERIS — Impact of top-of-atmosphere radiance uncertainties and validation with field data
journal, April 2008
- Gobron, N.; Pinty, B.; Aussedat, O.
- Remote Sensing of Environment, Vol. 112, Issue 4
On measuring and remote sensing surface energy partitioning over the Tibetan Plateau––from GAME/Tibet to CAMP/Tibet
journal, January 2003
- Ma, Yaoming; Su, Zhongbo; Koike, Toshio
- Physics and Chemistry of the Earth, Parts A/B/C, Vol. 28, Issue 1-3
Analysis of teleconnections between AVHRR-based sea surface temperature and vegetation productivity in the semi-arid Sahel
journal, December 2011
- Huber, Silvia; Fensholt, Rasmus
- Remote Sensing of Environment, Vol. 115, Issue 12
Modeling and measuring the effects of disturbance history and climate on carbon and water budgets in evergreen needleleaf forests
journal, December 2002
- Thornton, P. E.; Law, B. E.; Gholz, Henry L.
- Agricultural and Forest Meteorology, Vol. 113, Issue 1-4
Comment on "Drought-Induced Reduction in Global Terrestrial Net Primary Production from 2000 Through 2009"
journal, August 2011
- Samanta, A.; Costa, M. H.; Nunes, E. L.
- Science, Vol. 333, Issue 6046
Satellite retrievals of leaf chlorophyll and photosynthetic capacity for improved modeling of GPP
journal, August 2013
- Houborg, Rasmus; Cescatti, Alessandro; Migliavacca, Mirco
- Agricultural and Forest Meteorology, Vol. 177
Ecosystem model spin-up: Estimating steady state conditions in a coupled terrestrial carbon and nitrogen cycle model
journal, November 2005
- Thornton, Peter E.; Rosenbloom, Nan A.
- Ecological Modelling, Vol. 189, Issue 1-2
Estimation of global leaf area index and absorbed par using radiative transfer models
journal, January 1997
- Myneni, R. B.; Ramakrishna, R.; Nemani, R.
- IEEE Transactions on Geoscience and Remote Sensing, Vol. 35, Issue 6
Environment, vegetation and greenness (NDVI) along the North America and Eurasia Arctic transects
journal, January 2012
- Walker, D. A.; Epstein, H. E.; Raynolds, M. K.
- Environmental Research Letters, Vol. 7, Issue 1
The impact of climate, CO 2 , nitrogen deposition and land use change on simulated contemporary global river flow : MECHANISMS OF GLOBAL RIVER FLOW
journal, April 2011
- Shi, Xiaoying; Mao, Jiafu; Thornton, Peter E.
- Geophysical Research Letters, Vol. 38, Issue 8
Dynamics of aboveground phytomass of the circumpolar Arctic tundra during the past three decades
journal, January 2012
- Epstein, Howard E.; Raynolds, Martha K.; Walker, Donald A.
- Environmental Research Letters, Vol. 7, Issue 1
Characteristics and drivers of global NDVI-based FPAR from 1982 to 2006: GLOBAL FPAR CHARACTERISTICS AND DRIVERS
journal, August 2012
- Peng, Dailiang; Zhang, Bing; Liu, Liangyun
- Global Biogeochemical Cycles, Vol. 26, Issue 3
Global Data Sets of Vegetation Leaf Area Index (LAI)3g and Fraction of Photosynthetically Active Radiation (FPAR)3g Derived from Global Inventory Modeling and Mapping Studies (GIMMS) Normalized Difference Vegetation Index (NDVI3g) for the Period 1981 to 2011
journal, February 2013
- Zhu, Zaichun; Bi, Jian; Pan, Yaozhong
- Remote Sensing, Vol. 5, Issue 2
Modeling the Exchanges of Energy, Water, and Carbon Between Continents and the Atmosphere
journal, January 1997
- Sellers, P. J.
- Science, Vol. 275, Issue 5299
Observational evidence on the effects of clouds and aerosols on net ecosystem exchange and evapotranspiration: EFFECTS OF CLOUDS AND AEROSOLS ON
journal, May 2008
- Wang, Kaicun; Dickinson, Robert E.; Liang, Shunlin
- Geophysical Research Letters, Vol. 35, Issue 10
Time‐series validation of MODIS land biophysical products in a Kalahari woodland, Africa
journal, October 2005
- Huemmrich, K. F.; Privette, J. L.; Mukelabai, M.
- International Journal of Remote Sensing, Vol. 26, Issue 19
Parameterization improvements and functional and structural advances in Version 4 of the Community Land Model
journal, January 2011
- Lawrence, David M.; Oleson, Keith W.; Flanner, Mark G.
- Journal of Advances in Modeling Earth Systems, Vol. 3, Issue 3
Comparison of four global FAPAR datasets over Northern Eurasia for the year 2000
journal, May 2010
- McCallum, Ian; Wagner, Wolfgang; Schmullius, Christiane
- Remote Sensing of Environment, Vol. 114, Issue 5
A three-dimensional analytic model for the scattering of a spherical bush
journal, January 2008
- Dickinson, Robert E.; Zhou, Liming; Tian, Yuhong
- Journal of Geophysical Research, Vol. 113, Issue D20
Carbon in Amazon Forests: Unexpected Seasonal Fluxes and Disturbance-Induced Losses
journal, November 2003
- Saleska, S. R.
- Science, Vol. 302, Issue 5650
Improving canopy processes in the Community Land Model version 4 (CLM4) using global flux fields empirically inferred from FLUXNET data
journal, January 2011
- Bonan, Gordon B.; Lawrence, Peter J.; Oleson, Keith W.
- Journal of Geophysical Research, Vol. 116, Issue G2
Partitioning the solar radiant fluxes in forest canopies in the presence of snow
journal, January 2008
- Pinty, B.; Lavergne, T.; Kaminski, T.
- Journal of Geophysical Research, Vol. 113, Issue D4
Fraction of photosynthetically active radiation absorbed by Amazon tropical forest: A comparison of field measurements, modeling, and remote sensing
journal, January 2005
- Senna, Mônica C. A.
- Journal of Geophysical Research, Vol. 110, Issue G1
Comparison of seasonal and spatial variations of leaf area index and fraction of absorbed photosynthetically active radiation from Moderate Resolution Imaging Spectroradiometer (MODIS) and Common Land Model
journal, January 2004
- Tian, Y.
- Journal of Geophysical Research, Vol. 109, Issue D1
A model-data comparison of gross primary productivity: Results from the North American Carbon Program site synthesis: A MODEL-DATA COMPARISON OF GPP
journal, July 2012
- Schaefer, Kevin; Schwalm, Christopher R.; Williams, Chris
- Journal of Geophysical Research: Biogeosciences, Vol. 117, Issue G3
Direct and indirect effects of atmospheric conditions and soil moisture on surface energy partitioning revealed by a prolonged drought at a temperate forest site
journal, January 2006
- Gu, Lianhong; Meyers, Tilden; Pallardy, Stephen G.
- Journal of Geophysical Research, Vol. 111, Issue D16
Analysis of teleconnections between AVHRR-based sea surface temperature and vegetation productivity in the semi-arid Sahel
journal, December 2011
- Huber, Silvia; Fensholt, Rasmus
- Remote Sensing of Environment, Vol. 115, Issue 12
The representation of continental surface processes in atmospheric models
journal, January 1990
- Avissar, Roni; Verstraete, Michel M.
- Reviews of Geophysics, Vol. 28, Issue 1
Estimation of global leaf area index and absorbed par using radiative transfer models
journal, January 1997
- Myneni, R. B.; Ramakrishna, R.; Nemani, R.
- IEEE Transactions on Geoscience and Remote Sensing, Vol. 35, Issue 6
Carbon in Amazon Forests: Unexpected Seasonal Fluxes and Disturbance-Induced Losses
journal, November 2003
- Saleska, S. R.
- Science, Vol. 302, Issue 5650
Global Data Sets of Vegetation Leaf Area Index (LAI)3g and Fraction of Photosynthetically Active Radiation (FPAR)3g Derived from Global Inventory Modeling and Mapping Studies (GIMMS) Normalized Difference Vegetation Index (NDVI3g) for the Period 1981 to 2011
journal, February 2013
- Zhu, Zaichun; Bi, Jian; Pan, Yaozhong
- Remote Sensing, Vol. 5, Issue 2
Global Latitudinal-Asymmetric Vegetation Growth Trends and Their Driving Mechanisms: 1982–2009
journal, March 2013
- Mao, Jiafu; Shi, Xiaoying; Thornton, Peter
- Remote Sensing, Vol. 5, Issue 3
Works referencing / citing this record:
Recent literature in cartography and geographic information science
journal, January 2014
- Finn, Michael P.; Thunen, Diana
- Cartography and Geographic Information Science, Vol. 41, Issue 2
Environmental drivers of drought deciduous phenology in the Community Land Model
journal, January 2015
- Dahlin, K. M.; Fisher, R. A.; Lawrence, P. J.
- Biogeosciences, Vol. 12, Issue 16
Seasonal effects of irrigation on land–atmosphere latent heat, sensible heat, and carbon fluxes in semiarid basin
journal, January 2017
- Zeng, Yujin; Xie, Zhenghui; Liu, Shuang
- Earth System Dynamics, Vol. 8, Issue 1
Ecohydrological effects of stream–aquifer water interaction: a case study of the Heihe River basin, northwestern China
journal, January 2016
- Zeng, Yujin; Xie, Zhenghui; Yu, Yan
- Hydrology and Earth System Sciences, Vol. 20, Issue 6
Recent literature in cartography and geographic information science
journal, September 2013
- Finn, Michael P.; Thunen, Diana
- Cartography and Geographic Information Science, Vol. 40, Issue 4
Environmental drivers of drought deciduous phenology in the Community Land Model
journal, January 2015
- Dahlin, K. M.; Fisher, R. A.; Lawrence, P. J.
- Biogeosciences Discussions, Vol. 12, Issue 8
Seasonal effects of irrigation on land-atmosphere latent heat, sensible heat and carbon fluxes in semi-arid basin
journal, October 2016
- Zeng, Yujin; Xie, Zhenghui; Liu, Shuang
- Earth System Dynamics Discussions
Eco-hydrological effects of stream-aquifer water interaction: A case study of the Heihe River Basin, northwestern China
posted_content, January 2016
- Zeng, Yujin; Xie, Zhenghui; Yu, Yan
- Hydrology and Earth System Sciences
Recent literature in cartography and geographic information science
journal, December 2014
- Finn, Michael P.; Thunen, Diana
- Cartography and Geographic Information Science, Vol. 42, Issue 3
Recent literature in cartography and geographic information science
journal, April 2014
- Finn, Michael P.; Thunen, Diana
- Cartography and Geographic Information Science, Vol. 41, Issue 4
Harmonization of Fraction of Absorbed Photosynthetically Active Radiation (FAPAR) from Sea-ViewingWide Field-of-View Sensor (SeaWiFS) and Medium Resolution Imaging Spectrometer Instrument (MERIS)
journal, July 2013
- Ceccherini, Guido; Gobron, Nadine; Robustelli, Monica
- Remote Sensing, Vol. 5, Issue 7
Environmental drivers of drought deciduous phenology in the Community Land Model
journal, January 2015
- Dahlin, K. M.; Fisher, R. A.; Lawrence, P. J.
- Biogeosciences, Vol. 12, Issue 16
Seasonal effects of irrigation on land–atmosphere latent heat, sensible heat, and carbon fluxes in semiarid basin
journal, January 2017
- Zeng, Yujin; Xie, Zhenghui; Liu, Shuang
- Earth System Dynamics, Vol. 8, Issue 1
Eco-hydrological effects of stream-aquifer water interaction: A case study of the Heihe River Basin, northwestern China
posted_content, January 2016
- Zeng, Yujin; Xie, Zhenghui; Yu, Yan
- Hydrology and Earth System Sciences